Airbnb Washington DC Dataset

Dataset statistics

Number of variables	22
Number of observations	8708
Missing cells	29094
Missing cells (%)	15.2%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.5 MiB
Average record size in memory	181.2 B

Variable types

NUM	15
CAT	7

Reproduction

Analysis started	2020-08-14 07:00:03.137025
Analysis finished	2020-08-14 07:00:47.668685
Duration	44.53 seconds
Software version	pandas-profiling v2.9.0rc1
Download configuration	config.yaml

Warnings

`name` has a high cardinality: 8574 distinct values	High cardinality
`neighbourhood` has a high cardinality: 112 distinct values	High cardinality
`amenities` has a high cardinality: 8045 distinct values	High cardinality
`monthly_price` is highly correlated with `weekly_price`	High correlation
`weekly_price` is highly correlated with `monthly_price`	High correlation
`square_feet` has 8671 (99.6%) missing values	Missing
`weekly_price` has 7854 (90.2%) missing values	Missing
`monthly_price` has 7972 (91.5%) missing values	Missing
`security_deposit` has 2845 (32.7%) missing values	Missing
`cleaning_fee` has 1632 (18.7%) missing values	Missing
`bathrooms` is highly skewed (γ1 = 20.8395)	Skewed
`maximum_nights` is highly skewed (γ1 = 93.0233)	Skewed
`name` is uniformly distributed	Uniform
`amenities` is uniformly distributed	Uniform
`id` has unique values	Unique
`bedrooms` has 841 (9.7%) zeros	Zeros
`beds` has 249 (2.9%) zeros	Zeros
`security_deposit` has 2356 (27.1%) zeros	Zeros
`cleaning_fee` has 424 (4.9%) zeros	Zeros
`extra_people` has 4874 (56.0%) zeros	Zeros

id
Real number (ℝ_≥0)

UNIQUE

Distinct count	8708
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.24806e+07
Minimum	3663
Maximum	4.3835e+07
Zeros	0
Zeros (%)	0.0%
Memory size	68.0 KiB

Quantile statistics

Minimum	3663
5-th percentile	2.66113e+06
Q1	1.35745e+07
median	2.06516e+07
Q3	3.37451e+07
95-th percentile	4.25411e+07
Maximum	4.3835e+07
Range	4.38313e+07
Interquartile range (IQR)	2.01707e+07

Descriptive statistics

Standard deviation	1.24425e+07
Coefficient of variation (CV)	0.553479
Kurtosis	-1.0909
Mean	2.24806e+07
Median Absolute Deviation (MAD)	1.00897e+07
Skewness	0.108562
Sum	1.95761e+11
Variance	1.54817e+14
Monotocity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.61239e+07	1	< 0.1%
2.80117e+07	1	< 0.1%
4.35693e+07	1	< 0.1%
1.35016e+07	1	< 0.1%
2.19324e+07	1	< 0.1%
355527	1	< 0.1%
2.20008e+07	1	< 0.1%
722114	1	< 0.1%
3.39475e+06	1	< 0.1%
2.85449e+07	1	< 0.1%
Other values (8698)	8698	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3663	1	< 0.1%
3670	1	< 0.1%
3686	1	< 0.1%
3771	1	< 0.1%
3943	1	< 0.1%

Value	Count	Frequency (%)
4.3835e+07	1	< 0.1%
4.38346e+07	1	< 0.1%
4.38345e+07	1	< 0.1%
4.382e+07	1	< 0.1%
4.38197e+07	1	< 0.1%

name
Categorical

HIGH CARDINALITY
UNIFORM

Distinct count	8574
Unique (%)	98.5%
Missing	2
Missing (%)	< 0.1%
Memory size	68.0 KiB

NW DC 30 Day Stays One Bedroom	10
Spacious Queen Room in Columbia Heights	9
Spacious Queen Room in Shaw	8
Sojourn the 13th Street Flats	6
Shaw Convention Center Apartments 30 Day Stays Two Bedroom	5
Other values (8569)	8668

Common Values
Length

Value	Count	Frequency (%)
NW DC 30 Day Stays One Bedroom	10	0.1%
Spacious Queen Room in Columbia Heights	9	0.1%
Spacious Queen Room in Shaw	8	0.1%
Sojourn the 13th Street Flats	6	0.1%
Shaw Convention Center Apartments 30 Day Stays Two Bedroom	5	0.1%
Walter Convention Center Apartments 30 Day Stays Two Bedroom	5	0.1%
Very Comfy & Cute Luxe Twin Bed in Shared Room 1	5	0.1%
Spacious Queen Room in Capitol Hill	5	0.1%
Lux 1 Bedroom near White House w/wifi	4	< 0.1%
Spacious Full Room in Columbia Heights	4	< 0.1%
Other values (8564)	8645	99.3%

Length

Max length	98
Median length	42
Mean length	39.6918
Min length	1

neighbourhood
Categorical

HIGH CARDINALITY

Distinct count	112
Unique (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	14.4 KiB

Capitol Hill	1020
Dupont Circle	488
Columbia Heights	432
Near Northeast/H Street Corridor	393
Logan Circle	388
Other values (107)	5987

Common Values
Length

Value	Count	Frequency (%)
Capitol Hill	1020	11.7%
Dupont Circle	488	5.6%
Columbia Heights	432	5.0%
Near Northeast/H Street Corridor	393	4.5%
Logan Circle	388	4.5%
Shaw	375	4.3%
U Street Corridor	340	3.9%
Petworth	297	3.4%
Adams Morgan	265	3.0%
Foggy Bottom	224	2.6%
Other values (102)	4486	51.5%

Length

Max length	35
Median length	12
Mean length	13.1548
Min length	4

neighbourhood_cleansed
Categorical

Distinct count	39
Unique (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	10.1 KiB

Union Station, Stanton Park, Kingman Park	835
Columbia Heights, Mt. Pleasant, Pleasant Plains, Park View	821
Capitol Hill, Lincoln Park	808
Dupont Circle, Connecticut Avenue/K Street	679
Edgewood, Bloomingdale, Truxton Circle, Eckington	636
Other values (34)	4929

Common Values
Length

Value	Count	Frequency (%)
Union Station, Stanton Park, Kingman Park	835	9.6%
Columbia Heights, Mt. Pleasant, Pleasant Plains, Park View	821	9.4%
Capitol Hill, Lincoln Park	808	9.3%
Dupont Circle, Connecticut Avenue/K Street	679	7.8%
Edgewood, Bloomingdale, Truxton Circle, Eckington	636	7.3%
Shaw, Logan Circle	597	6.9%
Brightwood Park, Crestwood, Petworth	485	5.6%
Kalorama Heights, Adams Morgan, Lanier Heights	400	4.6%
Downtown, Chinatown, Penn Quarters, Mount Vernon Square, North Capitol Street	381	4.4%
Howard University, Le Droit Park, Cardozo/Shaw	336	3.9%
Other values (29)	2730	31.4%

Length

Max length	97
Median length	42
Mean length	43.613
Min length	18

zipcode
Categorical

Distinct count	49
Unique (%)	0.6%
Missing	67
Missing (%)	0.8%
Memory size	10.1 KiB

20002	1468
20009	1239
20001	1142
20003	763
20011	649
Other values (44)	3380

Common Values
Length

Value	Count	Frequency (%)
20002	1468	16.9%
20009	1239	14.2%
20001	1142	13.1%
20003	763	8.8%
20011	649	7.5%
20010	516	5.9%
20007	390	4.5%
20005	303	3.5%
20019	259	3.0%
20020	244	2.8%
Other values (39)	1668	19.2%

Length

Max length	10
Median length	5
Mean length	5.02871
Min length	1

property_type
Categorical

Distinct count	22
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	9.3 KiB

Apartment	3767
House	1793
Townhouse	1300
Condominium	739
Guest suite	503
Other values (17)	606

Common Values
Length

Value	Count	Frequency (%)
Apartment	3767	43.3%
House	1793	20.6%
Townhouse	1300	14.9%
Condominium	739	8.5%
Guest suite	503	5.8%
Serviced apartment	310	3.6%
Boutique hotel	59	0.7%
Guesthouse	55	0.6%
Loft	54	0.6%
Bed and breakfast	37	0.4%
Other values (12)	91	1.0%

Length

Max length	18
Median length	9
Mean length	8.79536
Min length	4

room_type
Categorical

Distinct count	4
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.7 KiB

Entire home/apt	6159
Private room	2306
Shared room	199
Hotel room	44

Value	Count	Frequency (%)
Entire home/apt	6159	70.7%
Private room	2306	26.5%
Shared room	199	2.3%
Hotel room	44	0.5%

Length

Max length	15
Median length	15
Mean length	14.0889
Min length	10

accommodates
Real number (ℝ_≥0)

Distinct count	16
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.60622
Minimum	1
Maximum	16
Zeros	0
Zeros (%)	0.0%
Memory size	68.0 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	4
95-th percentile	8
Maximum	16
Range	15
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.35845
Coefficient of variation (CV)	0.653994
Kurtosis	5.93212
Mean	3.60622
Median Absolute Deviation (MAD)	1
Skewness	1.99351
Sum	31403
Variance	5.56228
Monotocity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
2	3085	35.4%
4	1885	21.6%
3	952	10.9%
6	819	9.4%
1	769	8.8%
5	479	5.5%
8	306	3.5%
7	121	1.4%
10	93	1.1%
12	56	0.6%
Other values (6)	143	1.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	769	8.8%
2	3085	35.4%
3	952	10.9%
4	1885	21.6%
5	479	5.5%

Value	Count	Frequency (%)
16	53	0.6%
15	9	0.1%
14	18	0.2%
13	10	0.1%
12	56	0.6%

bathrooms
Real number (ℝ_≥0)

SKEWED

Distinct count	21
Unique (%)	0.2%
Missing	8
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%

Mean	1.35494
Minimum	0
Maximum	50
Zeros	17
Zeros (%)	0.2%
Memory size	68.0 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	1
median	1
Q3	1.5
95-th percentile	2.5
Maximum	50
Range	50
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	0.887767
Coefficient of variation (CV)	0.655206
Kurtosis	1046.44
Mean	1.35494
Median Absolute Deviation (MAD)	0
Skewness	20.8395
Sum	11788
Variance	0.788129
Monotocity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
1	6144	70.6%
2	922	10.6%
1.5	733	8.4%
2.5	502	5.8%
3.5	149	1.7%
3	133	1.5%
4.5	32	0.4%
4	31	0.4%
0	17	0.2%
0.5	7	0.1%
Other values (11)	30	0.3%
(Missing)	8	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17	0.2%
0.5	7	0.1%
1	6144	70.6%
1.5	733	8.4%
2	922	10.6%

Value	Count	Frequency (%)
50	1	< 0.1%
11	2	< 0.1%
10.5	1	< 0.1%
10	3	< 0.1%
9	1	< 0.1%

bedrooms
Real number (ℝ_≥0)

ZEROS

Distinct count	13
Unique (%)	0.1%
Missing	8
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%

Mean	1.36908
Minimum	0
Maximum	27
Zeros	841
Zeros (%)	9.7%
Memory size	68.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	1
Q3	2
95-th percentile	3
Maximum	27
Range	27
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.00521
Coefficient of variation (CV)	0.734223
Kurtosis	54.282
Mean	1.36908
Median Absolute Deviation (MAD)	0
Skewness	3.59388
Sum	11911
Variance	1.01045
Monotocity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
1	5271	60.5%
2	1627	18.7%
0	841	9.7%
3	650	7.5%
4	209	2.4%
5	66	0.8%
6	18	0.2%
7	9	0.1%
9	3	< 0.1%
8	3	< 0.1%
Other values (3)	3	< 0.1%
(Missing)	8	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	841	9.7%
1	5271	60.5%
2	1627	18.7%
3	650	7.5%
4	209	2.4%

Value	Count	Frequency (%)
27	1	< 0.1%
11	1	< 0.1%
10	1	< 0.1%
9	3	< 0.1%
8	3	< 0.1%

beds
Real number (ℝ_≥0)

ZEROS

Distinct count	21
Unique (%)	0.2%
Missing	35
Missing (%)	0.4%
Infinite	0
Infinite (%)	0.0%

Mean	1.88724
Minimum	0
Maximum	51
Zeros	249
Zeros (%)	2.9%
Memory size	68.0 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	1
median	1
Q3	2
95-th percentile	4
Maximum	51
Range	51
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.6558
Coefficient of variation (CV)	0.877366
Kurtosis	183.064
Mean	1.88724
Median Absolute Deviation (MAD)	1
Skewness	8.1993
Sum	16368
Variance	2.74166
Monotocity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
1	4280	49.2%
2	2362	27.1%
3	946	10.9%
4	414	4.8%
0	249	2.9%
5	180	2.1%
6	111	1.3%
7	38	0.4%
8	34	0.4%
9	14	0.2%
Other values (11)	45	0.5%
(Missing)	35	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	249	2.9%
1	4280	49.2%
2	2362	27.1%
3	946	10.9%
4	414	4.8%

Value	Count	Frequency (%)
51	1	< 0.1%
50	1	< 0.1%
19	1	< 0.1%
18	1	< 0.1%
17	1	< 0.1%

amenities
Categorical

HIGH CARDINALITY
UNIFORM

Distinct count	8045
Unique (%)	92.4%
Missing	0
Missing (%)	0.0%
Memory size	399.9 KiB

{TV,"Cable TV",Wifi,"Air conditioning",Kitchen,"Pets allowed",Gym,Elevator,Heating,Washer,Dryer,"Smoke alarm","Carbon monoxide alarm",Essentials,Shampoo,Hangers,"Hair dryer",Iron,"Laptop-friendly workspace","Private entrance","Hot water","Bed linens","Extra pillows and blankets",Microwave,"Coffee maker",Refrigerator,Dishwasher,"Dishes and silverware","Cooking basics",Oven,Stove,"BBQ grill","Patio or balcony","Paid parking on premises"}	45
{TV,"Cable TV",Wifi,"Air conditioning",Pool,Kitchen,"Pets allowed",Gym,Heating,Washer,Dryer,"Smoke alarm","Carbon monoxide alarm",Essentials,Shampoo,Hangers,"Hair dryer",Iron,"Laptop-friendly workspace","Private entrance","Hot water","Bed linens","Extra pillows and blankets","Ethernet connection",Microwave,"Coffee maker",Refrigerator,Dishwasher,"Dishes and silverware","Cooking basics",Oven,Stove}	29
{TV,"Cable TV",Wifi,"Air conditioning",Pool,Kitchen,"Pets allowed",Gym,Heating,Washer,Dryer,"Smoke alarm","Carbon monoxide alarm",Essentials,Shampoo,Hangers,"Hair dryer",Iron,"Laptop-friendly workspace","Private entrance","Hot water","Bed linens","Extra pillows and blankets","Ethernet connection",Microwave,"Coffee maker",Refrigerator,Dishwasher,"Dishes and silverware","Cooking basics",Oven,Stove,"Shower gel","Trash can"}	28
{Wifi,"Air conditioning",Kitchen,Breakfast,Heating,"Smoke alarm","Carbon monoxide alarm","First aid kit","Fire extinguisher",Essentials,Shampoo,Hangers,"Hair dryer",Iron,"Self check-in",Keypad,"Room-darkening shades","Bed linens",Microwave,Refrigerator,"Dishes and silverware","Cooking basics",Oven,Stove,"Long term stays allowed"}	19
{TV,Wifi,"Air conditioning",Kitchen,Heating,Washer,Dryer,"Smoke alarm","Carbon monoxide alarm",Essentials,Shampoo,"Laptop-friendly workspace",Microwave,"Coffee maker",Refrigerator,Dishwasher,"Dishes and silverware","Cooking basics",Oven,Stove,"Long term stays allowed"}	18
Other values (8040)	8569

Common Values
Length

Value	Count	Frequency (%)
{TV,"Cable TV",Wifi,"Air conditioning",Kitchen,"Pets allowed",Gym,Elevator,Heating,Washer,Dryer,"Smoke alarm","Carbon monoxide alarm",Essentials,Shampoo,Hangers,"Hair dryer",Iron,"Laptop-friendly workspace","Private entrance","Hot water","Bed linens","Extra pillows and blankets",Microwave,"Coffee maker",Refrigerator,Dishwasher,"Dishes and silverware","Cooking basics",Oven,Stove,"BBQ grill","Patio or balcony","Paid parking on premises"}	45	0.5%
{TV,"Cable TV",Wifi,"Air conditioning",Pool,Kitchen,"Pets allowed",Gym,Heating,Washer,Dryer,"Smoke alarm","Carbon monoxide alarm",Essentials,Shampoo,Hangers,"Hair dryer",Iron,"Laptop-friendly workspace","Private entrance","Hot water","Bed linens","Extra pillows and blankets","Ethernet connection",Microwave,"Coffee maker",Refrigerator,Dishwasher,"Dishes and silverware","Cooking basics",Oven,Stove}	29	0.3%
{TV,"Cable TV",Wifi,"Air conditioning",Pool,Kitchen,"Pets allowed",Gym,Heating,Washer,Dryer,"Smoke alarm","Carbon monoxide alarm",Essentials,Shampoo,Hangers,"Hair dryer",Iron,"Laptop-friendly workspace","Private entrance","Hot water","Bed linens","Extra pillows and blankets","Ethernet connection",Microwave,"Coffee maker",Refrigerator,Dishwasher,"Dishes and silverware","Cooking basics",Oven,Stove,"Shower gel","Trash can"}	28	0.3%
{Wifi,"Air conditioning",Kitchen,Breakfast,Heating,"Smoke alarm","Carbon monoxide alarm","First aid kit","Fire extinguisher",Essentials,Shampoo,Hangers,"Hair dryer",Iron,"Self check-in",Keypad,"Room-darkening shades","Bed linens",Microwave,Refrigerator,"Dishes and silverware","Cooking basics",Oven,Stove,"Long term stays allowed"}	19	0.2%
{TV,Wifi,"Air conditioning",Kitchen,Heating,Washer,Dryer,"Smoke alarm","Carbon monoxide alarm",Essentials,Shampoo,"Laptop-friendly workspace",Microwave,"Coffee maker",Refrigerator,Dishwasher,"Dishes and silverware","Cooking basics",Oven,Stove,"Long term stays allowed"}	18	0.2%
{}	15	0.2%
{TV,Wifi,Kitchen,"Pets allowed",Heating,Washer,Dryer,"Smoke alarm","Carbon monoxide alarm",Essentials,Shampoo,Hangers,"Hair dryer",Iron,"Laptop-friendly workspace","Private entrance","Ethernet connection"}	15	0.2%
{TV,"Cable TV",Internet,Wifi,"Air conditioning",Kitchen,"Pets allowed",Gym,Elevator,Heating,"Family/kid friendly",Washer,Dryer,"Smoke alarm","Carbon monoxide alarm",Essentials,Shampoo,Hangers,"Hair dryer",Iron,"Laptop-friendly workspace",Bathtub,"Hot water","Bed linens",Refrigerator,Oven,Stove,"Long term stays allowed"}	13	0.1%
{TV,"Cable TV",Wifi,"Air conditioning",Kitchen,"Pets allowed",Gym,Elevator,Heating,Washer,Dryer,"Smoke alarm","Carbon monoxide alarm",Essentials,Shampoo,Hangers,"Hair dryer",Iron,"Self check-in",Lockbox,"Private entrance","Bed linens",Microwave,"Coffee maker",Refrigerator,Dishwasher,Oven,"Patio or balcony","Long term stays allowed"}	13	0.1%
{Wifi,"Air conditioning",Kitchen,Breakfast,Heating,Washer,Dryer,"Smoke alarm","Carbon monoxide alarm","First aid kit","Fire extinguisher",Essentials,Shampoo,"Lock on bedroom door","Hair dryer",Iron}	11	0.1%
Other values (8035)	8502	97.6%

Length

Max length	1386
Median length	363
Mean length	377.223
Min length	2

square_feet
Real number (ℝ_≥0)

MISSING

Distinct count	25
Unique (%)	67.6%
Missing	8671
Missing (%)	99.6%
Infinite	0
Infinite (%)	0.0%

Mean	1185.95
Minimum	0
Maximum	5300
Zeros	1
Zeros (%)	< 0.1%
Memory size	68.0 KiB

Quantile statistics

Minimum	0
5-th percentile	228
Q1	575
median	1000
Q3	1400
95-th percentile	3200
Maximum	5300
Range	5300
Interquartile range (IQR)	825

Descriptive statistics

Standard deviation	1040
Coefficient of variation (CV)	0.876934
Kurtosis	7.066
Mean	1185.95
Median Absolute Deviation (MAD)	425
Skewness	2.43383
Sum	43880
Variance	1.08159e+06
Monotocity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
1200	4	< 0.1%
1000	3	< 0.1%
500	3	< 0.1%
1100	2	< 0.1%
600	2	< 0.1%
1500	2	< 0.1%
450	2	< 0.1%
1600	2	< 0.1%
0	1	< 0.1%
505	1	< 0.1%
Other values (15)	15	0.2%
(Missing)	8671	99.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
140	1	< 0.1%
250	1	< 0.1%
450	2	< 0.1%
500	3	< 0.1%

Value	Count	Frequency (%)
5300	1	< 0.1%
4000	1	< 0.1%
3000	1	< 0.1%
2400	1	< 0.1%
1700	1	< 0.1%

price
Real number (ℝ_≥0)

Distinct count	465
Unique (%)	5.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	199.031
Minimum	0
Maximum	10000
Zeros	2
Zeros (%)	< 0.1%
Memory size	68.0 KiB

Quantile statistics

Minimum	0
5-th percentile	40
Q1	77
median	110
Q3	175
95-th percentile	549
Maximum	10000
Range	10000
Interquartile range (IQR)	98

Descriptive statistics

Standard deviation	475
Coefficient of variation (CV)	2.38656
Kurtosis	249.67
Mean	199.031
Median Absolute Deviation (MAD)	40
Skewness	13.9135
Sum	1.73317e+06
Variance	225625
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	382	4.4%
150	305	3.5%
75	259	3.0%
80	223	2.6%
90	215	2.5%
125	214	2.5%
85	206	2.4%
50	190	2.2%
120	187	2.1%
99	185	2.1%
Other values (455)	6342	72.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2	< 0.1%
10	8	0.1%
13	2	< 0.1%
14	1	< 0.1%
15	7	0.1%

Value	Count	Frequency (%)
10000	9	0.1%
9999	1	< 0.1%
7000	7	0.1%
5995	1	< 0.1%
5500	1	< 0.1%

weekly_price
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct count	254
Unique (%)	29.7%
Missing	7854
Missing (%)	90.2%
Infinite	0
Infinite (%)	0.0%

Mean	837.029
Minimum	99
Maximum	10000
Zeros	0
Zeros (%)	0.0%
Memory size	68.0 KiB

Quantile statistics

Minimum	99
5-th percentile	300
Q1	500
median	693
Q3	970.75
95-th percentile	2000
Maximum	10000
Range	9901
Interquartile range (IQR)	470.75

Descriptive statistics

Standard deviation	656.987
Coefficient of variation (CV)	0.784903
Kurtosis	52.6779
Mean	837.029
Median Absolute Deviation (MAD)	228
Skewness	5.26031
Sum	714823
Variance	431631
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
500	45	0.5%
600	45	0.5%
700	30	0.3%
1000	29	0.3%
400	29	0.3%
750	27	0.3%
800	24	0.3%
900	24	0.3%
450	23	0.3%
650	19	0.2%
Other values (244)	559	6.4%
(Missing)	7854	90.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
99	1	< 0.1%
119	2	< 0.1%
150	1	< 0.1%
175	1	< 0.1%
179	1	< 0.1%

Value	Count	Frequency (%)
10000	1	< 0.1%
6000	1	< 0.1%
4900	1	< 0.1%
4200	2	< 0.1%
4165	1	< 0.1%

monthly_price
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct count	240
Unique (%)	32.6%
Missing	7972
Missing (%)	91.5%
Infinite	0
Infinite (%)	0.0%

Mean	2778.75
Minimum	400
Maximum	30000
Zeros	0
Zeros (%)	0.0%
Memory size	68.0 KiB

Quantile statistics

Minimum	400
5-th percentile	900
Q1	1550
median	2300
Q3	3399.25
95-th percentile	6000
Maximum	30000
Range	29600
Interquartile range (IQR)	1849.25

Descriptive statistics

Standard deviation	2069.33
Coefficient of variation (CV)	0.744696
Kurtosis	45.5266
Mean	2778.75
Median Absolute Deviation (MAD)	800
Skewness	4.72402
Sum	2.04516e+06
Variance	4.28211e+06
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3000	25	0.3%
1500	25	0.3%
2500	23	0.3%
3500	20	0.2%
1800	19	0.2%
2200	18	0.2%
4000	16	0.2%
1200	15	0.2%
2800	14	0.2%
2000	14	0.2%
Other values (230)	547	6.3%
(Missing)	7972	91.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
400	1	< 0.1%
420	2	< 0.1%
483	1	< 0.1%
630	1	< 0.1%
685	1	< 0.1%

Value	Count	Frequency (%)
30000	1	< 0.1%
15000	2	< 0.1%
13850	1	< 0.1%
12000	2	< 0.1%
10000	2	< 0.1%

security_deposit
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct count	92
Unique (%)	1.6%
Missing	2845
Missing (%)	32.7%
Infinite	0
Infinite (%)	0.0%

Mean	246.906
Minimum	0
Maximum	5000
Zeros	2356
Zeros (%)	27.1%
Memory size	68.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	100
Q3	300
95-th percentile	1000
Maximum	5000
Range	5000
Interquartile range (IQR)	300

Descriptive statistics

Standard deviation	444.061
Coefficient of variation (CV)	1.7985
Kurtosis	46.5551
Mean	246.906
Median Absolute Deviation (MAD)	100
Skewness	5.5569
Sum	1.44761e+06
Variance	197190
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2356	27.1%
500	767	8.8%
100	614	7.1%
250	413	4.7%
200	389	4.5%
150	294	3.4%
300	268	3.1%
1000	188	2.2%
400	100	1.1%
1500	65	0.7%
Other values (82)	409	4.7%
(Missing)	2845	32.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2356	27.1%
95	21	0.2%
99	7	0.1%
100	614	7.1%
105	1	< 0.1%

Value	Count	Frequency (%)
5000	16	0.2%
4800	1	< 0.1%
4500	2	< 0.1%
4300	1	< 0.1%
3800	1	< 0.1%

cleaning_fee
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct count	167
Unique (%)	2.4%
Missing	1632
Missing (%)	18.7%
Infinite	0
Infinite (%)	0.0%

Mean	82.7114
Minimum	0
Maximum	605
Zeros	424
Zeros (%)	4.9%
Memory size	68.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	30
median	60
Q3	100
95-th percentile	250
Maximum	605
Range	605
Interquartile range (IQR)	70

Descriptive statistics

Standard deviation	78.4482
Coefficient of variation (CV)	0.948456
Kurtosis	5.47009
Mean	82.7114
Median Absolute Deviation (MAD)	35
Skewness	2.06756
Sum	585266
Variance	6154.11
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50	653	7.5%
100	462	5.3%
75	431	4.9%
0	424	4.9%
25	337	3.9%
20	330	3.8%
150	261	3.0%
30	247	2.8%
60	233	2.7%
80	233	2.7%
Other values (157)	3465	39.8%
(Missing)	1632	18.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	424	4.9%
5	37	0.4%
6	9	0.1%
7	6	0.1%
8	8	0.1%

Value	Count	Frequency (%)
605	1	< 0.1%
600	2	< 0.1%
550	2	< 0.1%
520	4	< 0.1%
500	3	< 0.1%

guests_included
Real number (ℝ_≥0)

Distinct count	15
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.78594
Minimum	1
Maximum	16
Zeros	0
Zeros (%)	0.0%
Memory size	68.0 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	2
95-th percentile	5
Maximum	16
Range	15
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.48098
Coefficient of variation (CV)	0.82924
Kurtosis	11.4306
Mean	1.78594
Median Absolute Deviation (MAD)	0
Skewness	2.85966
Sum	15552
Variance	2.19329
Monotocity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
1	5595	64.3%
2	1691	19.4%
4	712	8.2%
3	264	3.0%
6	194	2.2%
5	111	1.3%
8	62	0.7%
7	37	0.4%
10	25	0.3%
12	8	0.1%
Other values (5)	9	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	5595	64.3%
2	1691	19.4%
3	264	3.0%
4	712	8.2%
5	111	1.3%

Value	Count	Frequency (%)
16	3	< 0.1%
15	1	< 0.1%
14	1	< 0.1%
12	8	0.1%
11	1	< 0.1%

extra_people
Real number (ℝ_≥0)

ZEROS

Distinct count	64
Unique (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	12.3699
Minimum	0
Maximum	300
Zeros	4874
Zeros (%)	56.0%
Memory size	68.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	20
95-th percentile	50
Maximum	300
Range	300
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	24.2877
Coefficient of variation (CV)	1.96345
Kurtosis	54.0673
Mean	12.3699
Median Absolute Deviation (MAD)	0
Skewness	5.79491
Sum	107717
Variance	589.893
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4874	56.0%
10	674	7.7%
25	653	7.5%
20	602	6.9%
15	507	5.8%
50	317	3.6%
30	213	2.4%
35	148	1.7%
5	135	1.6%
40	102	1.2%
Other values (54)	483	5.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4874	56.0%
5	135	1.6%
6	8	0.1%
7	11	0.1%
8	24	0.3%

Value	Count	Frequency (%)
300	19	0.2%
250	6	0.1%
225	1	< 0.1%
200	7	0.1%
179	1	< 0.1%

minimum_nights
Real number (ℝ_≥0)

Distinct count	61
Unique (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	7.42708
Minimum	1
Maximum	600
Zeros	0
Zeros (%)	0.0%
Memory size	68.0 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	3
95-th percentile	30
Maximum	600
Range	599
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	23.6425
Coefficient of variation (CV)	3.18328
Kurtosis	186.356
Mean	7.42708
Median Absolute Deviation (MAD)	1
Skewness	11.3438
Sum	64675
Variance	558.966
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	2984	34.3%
1	2458	28.2%
3	1316	15.1%
30	656	7.5%
4	324	3.7%
5	223	2.6%
7	180	2.1%
14	79	0.9%
10	59	0.7%
6	58	0.7%
Other values (51)	371	4.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	2458	28.2%
2	2984	34.3%
3	1316	15.1%
4	324	3.7%
5	223	2.6%

Value	Count	Frequency (%)
600	1	< 0.1%
555	2	< 0.1%
365	4	< 0.1%
364	1	< 0.1%
360	3	< 0.1%

maximum_nights
Real number (ℝ_≥0)

SKEWED

Distinct count	151
Unique (%)	1.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	258741
Minimum	1
Maximum	2.14748e+09
Zeros	0
Zeros (%)	0.0%
Memory size	68.0 KiB

Quantile statistics

Minimum	1
5-th percentile	5
Q1	30
median	1125
Q3	1125
95-th percentile	1125
Maximum	2.14748e+09
Range	2.14748e+09
Interquartile range (IQR)	1095

Descriptive statistics

Standard deviation	2.30377e+07
Coefficient of variation (CV)	89.0374
Kurtosis	8670.38
Mean	258741
Median Absolute Deviation (MAD)	0
Skewness	93.0233
Sum	2.25312e+09
Variance	5.30734e+14
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1125	4420	50.8%
30	486	5.6%
365	374	4.3%
7	319	3.7%
14	238	2.7%
90	234	2.7%
5	169	1.9%
60	160	1.8%
28	157	1.8%
3	156	1.8%
Other values (141)	1995	22.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	7	0.1%
2	43	0.5%
3	156	1.8%
4	131	1.5%
5	169	1.9%

Value	Count	Frequency (%)
2.14748e+09	1	< 0.1%
1e+08	1	< 0.1%
99999	1	< 0.1%
10000	2	< 0.1%
3365	2	< 0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	id	name	neighbourhood	neighbourhood_cleansed	zipcode	property_type	room_type	accommodates	bathrooms	bedrooms	beds	amenities	square_feet	price	weekly_price	monthly_price	security_deposit	cleaning_fee	guests_included	extra_people	minimum_nights	maximum_nights
0	3663	Classic Rowhouse: Porch+ART+Parking	Manor Park	Brightwood Park, Crestwood, Petworth	20011	Townhouse	Entire home/apt	4	3.5	4.0	2.0	{TV,"Cable TV",Internet,Wifi,"Air conditioning",Kitchen,"Free parking on premises","Free street parking",Heating,"Family/kid friendly",Washer,Dryer,"Smoke alarm","Carbon monoxide alarm","First aid kit","Fire extinguisher",Essentials,Shampoo,"24-hour check-in",Hangers,"Hair dryer",Iron,"Laptop-friendly workspace","Self check-in",Lockbox,Bathtub,"Children’s books and toys","Pack ’n Play/travel crib","Children’s dinnerware","Hot water","Luggage dropoff allowed","Long term stays allowed"}	NaN	154.0	NaN	NaN	0.0	50.0	4	0.0	3	30
1	3670	Beautiful Sun-Lit U Street 1BR/1BA	U Street Corridor	Howard University, Le Droit Park, Cardozo/Shaw	20009	Townhouse	Private room	2	1.0	1.0	1.0	{Wifi,"Air conditioning","Pets live on this property",Dog(s),Heating,"Family/kid friendly","Smoke alarm","First aid kit","Fire extinguisher",Essentials,Shampoo,"Lock on bedroom door",Hangers,"Hair dryer","translation missing: en.hosting_amenity_50","Hot water","Extra pillows and blankets","Host greets you"}	NaN	75.0	600.0	NaN	500.0	25.0	1	0.0	2	30
2	3686	Vita's Hideaway	Anacostia	Historic Anacostia	20020	House	Private room	1	1.0	1.0	1.0	{Internet,Wifi,Kitchen,"Free street parking","Indoor fireplace",Heating,"Family/kid friendly",Washer,Dryer,"Smoke alarm","Carbon monoxide alarm","First aid kit",Essentials,Shampoo,Hangers,"Hot water","Bed linens","Extra pillows and blankets",Microwave,"Coffee maker",Refrigerator,Dishwasher,"Dishes and silverware","Cooking basics",Oven,Stove,"Patio or balcony","Garden or backyard"}	NaN	55.0	430.0	975.0	0.0	0.0	1	0.0	2	365
3	3771	Mt. Pleasant	Mount Pleasant	Columbia Heights, Mt. Pleasant, Pleasant Plains, Park View	20009	Other	Private room	2	1.0	1.0	1.0	{"Cable TV","Air conditioning",Heating,"Smoke alarm","Carbon monoxide alarm","First aid kit","Safety card","Fire extinguisher"}	NaN	88.0	NaN	NaN	NaN	NaN	1	0.0	1	1125
4	3943	Historic Rowhouse Near Monuments	Eckington	Edgewood, Bloomingdale, Truxton Circle, Eckington	20002	Townhouse	Private room	2	1.0	1.0	1.0	{Internet,Wifi,"Air conditioning","Free parking on premises","Pets live on this property",Cat(s),Heating,Washer,Dryer,"Smoke alarm","First aid kit","Fire extinguisher",Essentials,Shampoo,Hangers,"Hair dryer",Iron,"Laptop-friendly workspace","translation missing: en.hosting_amenity_49","translation missing: en.hosting_amenity_50","Self check-in",Keypad,"Hot water","Bed linens","Coffee maker"}	NaN	80.0	NaN	1800.0	NaN	NaN	1	15.0	27	1125
5	4197	Bedroom in DC 2 blocks to Metro	Capitol Hill	Capitol Hill, Lincoln Park	20003	House	Private room	2	1.5	1.0	1.0	{TV,Wifi,"Air conditioning",Kitchen,"Pets live on this property","Free street parking","Indoor fireplace",Heating,Washer,Dryer,"Smoke alarm","Carbon monoxide alarm","First aid kit","Safety card","Fire extinguisher",Essentials,Shampoo,"Lock on bedroom door",Hangers,"Hair dryer",Iron,"Laptop-friendly workspace","translation missing: en.hosting_amenity_49","translation missing: en.hosting_amenity_50",Bathtub,"Fireplace guards","Hot water","Bed linens","Extra pillows and blankets",Microwave,"Coffee maker",Refrigerator,Dishwasher,"Dishes and silverware","Cooking basics",Oven,Stove,"Patio or balcony","Garden or backyard","Luggage dropoff allowed","Long term stays allowed","Host greets you","Shower gel","Baking sheet","Trash can"}	NaN	83.0	NaN	NaN	NaN	35.0	1	0.0	28	365
6	4501	DC Rowhouse	Shaw	Shaw, Logan Circle	20001	House	Private room	2	1.5	2.0	2.0	{TV,"Cable TV",Internet,Wifi,"Air conditioning",Kitchen,"Free parking on premises",Breakfast,Heating,Washer,Dryer,"Smoke alarm","Carbon monoxide alarm","Fire extinguisher",Essentials,Shampoo,"Lock on bedroom door",Hangers,"Hair dryer",Iron,"Laptop-friendly workspace","translation missing: en.hosting_amenity_49"}	NaN	150.0	NaN	NaN	500.0	0.0	2	50.0	30	90
7	4967	DC, Near Metro	Ivy City	Ivy City, Arboretum, Trinidad, Carver Langston	20002	House	Private room	1	3.0	1.0	1.0	{"Cable TV",Internet,Wifi,"Air conditioning",Kitchen,"Smoking allowed","Indoor fireplace",Heating,Washer,Dryer,"Smoke alarm","Carbon monoxide alarm","Fire extinguisher","Lock on bedroom door","translation missing: en.hosting_amenity_49","translation missing: en.hosting_amenity_50"}	NaN	99.0	600.0	1500.0	NaN	NaN	1	0.0	2	365
8	5589	Cozy apt in Adams Morgan	Adams Morgan	Kalorama Heights, Adams Morgan, Lanier Heights	20009	Apartment	Entire home/apt	3	1.0	1.0	1.0	{TV,Internet,Wifi,"Air conditioning",Kitchen,"Paid parking off premises","Free street parking","Indoor fireplace","Buzzer/wireless intercom",Heating,"Family/kid friendly",Washer,Dryer,"Smoke alarm","First aid kit","Safety card","Fire extinguisher",Essentials,Shampoo,Hangers,"Hair dryer",Iron,"Laptop-friendly workspace","Self check-in",Lockbox,"Private entrance",Bathtub,"Window guards","Room-darkening shades","Hot water","Bed linens","Extra pillows and blankets","Ethernet connection",Microwave,"Coffee maker",Refrigerator,Dishwasher,"Dishes and silverware","Cooking basics",Oven,Stove,"Luggage dropoff allowed"}	NaN	118.0	650.0	2500.0	100.0	15.0	1	10.0	3	13
9	7103	Best of Washington - Great neighborhood, parking	Berkley	Spring Valley, Palisades, Wesley Heights, Foxhall Crescent, Foxhall Village, Georgetown Reservoir	20007	Guest suite	Entire home/apt	2	1.0	1.0	2.0	{TV,"Cable TV",Internet,Wifi,"Air conditioning",Kitchen,"Pets allowed","Free street parking",Heating,"Family/kid friendly",Washer,Dryer,"Smoke alarm","Carbon monoxide alarm","First aid kit","Safety card","Fire extinguisher",Essentials,Shampoo,"Lock on bedroom door","24-hour check-in",Hangers,"Hair dryer",Iron,"Laptop-friendly workspace","Private living room","Private entrance","Hot water","Bed linens","Extra pillows and blankets",Microwave,"Coffee maker",Refrigerator,"Dishes and silverware","BBQ grill","Garden or backyard","Luggage dropoff allowed","Long term stays allowed","Cleaning before checkout","Host greets you","Shower gel","Trash can"}	NaN	99.0	506.0	1517.0	0.0	35.0	1	15.0	3	365

Last rows

	id	name	neighbourhood	neighbourhood_cleansed	zipcode	property_type	room_type	accommodates	bathrooms	bedrooms	beds	amenities	square_feet	price	weekly_price	monthly_price	security_deposit	cleaning_fee	guests_included	extra_people	minimum_nights	maximum_nights
8698	43818019	Vibrant apartment in the heart of DC	Logan Circle	Kalorama Heights, Adams Morgan, Lanier Heights	20009	Apartment	Entire home/apt	5	1.0	2.0	2.0	{TV,Wifi,"Air conditioning",Kitchen,Heating,Washer,Dryer,"Smoke alarm","First aid kit",Essentials,Hangers,"Hair dryer",Iron,"Laptop-friendly workspace"}	NaN	119.0	NaN	NaN	0.0	150.0	1	0.0	15	45
8699	43818065	Cozy ☆ Well-Located Brookland Condo ☆ Paid Parking	Logan Circle	Brookland, Brentwood, Langdon	20017	Condominium	Entire home/apt	4	1.0	1.0	1.0	{TV,Wifi,"Air conditioning","Free parking on premises",Heating,"Smoke alarm","Carbon monoxide alarm",Essentials,Shampoo,Hangers,"Hair dryer",Iron,"Laptop-friendly workspace","Private entrance"}	NaN	99.0	NaN	NaN	300.0	70.0	1	10.0	2	14
8700	43818698	Cozy ☆ Brookland Condo ☆ Sleeps 6 ☆ Paid Parking	Logan Circle	Brookland, Brentwood, Langdon	20017	Condominium	Entire home/apt	6	1.0	2.0	4.0	{Wifi,"Air conditioning","Free parking on premises",Heating,"Smoke alarm","Carbon monoxide alarm",Essentials,Hangers,"Hair dryer",Iron,"Laptop-friendly workspace","Private entrance"}	NaN	123.0	NaN	NaN	400.0	100.0	2	10.0	2	14
8701	43818983	Cozy ☆ Capitol Hill 2 BR Condo ☆ On Penn Ave	Logan Circle	Capitol Hill, Lincoln Park	20003	Condominium	Entire home/apt	5	1.0	2.0	3.0	{TV,Wifi,"Air conditioning",Kitchen,Heating,"Smoke alarm","Carbon monoxide alarm",Essentials,Hangers,"Hair dryer",Iron,"Laptop-friendly workspace","Private entrance"}	NaN	129.0	NaN	NaN	500.0	100.0	2	10.0	2	30
8702	43819475	Visually stunning contemporary condo	Logan Circle	Cleveland Park, Woodley Park, Massachusetts Avenue Heights, Woodland-Normanstone Terrace	20016	Loft	Entire home/apt	4	1.5	2.0	2.0	{TV,Wifi,"Air conditioning",Kitchen,"Free parking on premises",Breakfast,Heating,Washer,Dryer,"Smoke alarm","Carbon monoxide alarm","First aid kit","Fire extinguisher",Essentials,Shampoo,Hangers,"Hair dryer",Iron,"Laptop-friendly workspace","Private entrance"}	NaN	500.0	NaN	NaN	NaN	100.0	2	100.0	1	1125
8703	43819661	Sojourn on Constitution Avenue 1 Bedroom	Capitol Hill	Union Station, Stanton Park, Kingman Park	20002	House	Entire home/apt	2	1.0	1.0	1.0	{TV,Wifi,"Air conditioning",Kitchen,Heating,"Smoke alarm","Carbon monoxide alarm","First aid kit","Fire extinguisher",Essentials,Shampoo,"Lock on bedroom door",Hangers,"Hair dryer",Iron,"Laptop-friendly workspace","Self check-in",Keypad,"Private entrance"}	NaN	225.0	NaN	NaN	0.0	100.0	1	0.0	3	1125
8704	43819954	Sojourn on Constitution Sleeps 5 \| Outdoor Space	Logan Circle	Capitol Hill, Lincoln Park	20002	House	Entire home/apt	5	1.0	2.0	2.0	{TV,Wifi,"Air conditioning",Kitchen,Heating,Washer,Dryer,"Smoke alarm","Carbon monoxide alarm","First aid kit","Fire extinguisher",Essentials,Shampoo,"Lock on bedroom door",Hangers,"Hair dryer",Iron,"Private entrance"}	NaN	325.0	NaN	NaN	0.0	150.0	1	0.0	3	1125
8705	43834495	2~BD 2~BA LUXURY CITY CENTER DC PENTHOUSE	Downtown/Penn Quarter	Downtown, Chinatown, Penn Quarters, Mount Vernon Square, North Capitol Street	20268	Apartment	Entire home/apt	6	2.0	2.0	2.0	{TV,Wifi,"Air conditioning",Pool,Kitchen,"Free parking on premises",Gym,Elevator,Heating,"Suitable for events",Washer,Dryer,"Smoke alarm","First aid kit",Essentials,Shampoo,Hangers,"Hair dryer",Iron,"Laptop-friendly workspace","Hot water"}	NaN	99.0	NaN	NaN	NaN	120.0	1	0.0	1	365
8706	43834631	Nice for a couple room	Capitol Hill	Union Station, Stanton Park, Kingman Park	20002	House	Private room	2	1.5	1.0	2.0	{"Air conditioning",Kitchen,"Free parking on premises","Pets allowed",Breakfast,"Indoor fireplace",Heating,Washer,Dryer,"Smoke alarm","Carbon monoxide alarm","First aid kit","Fire extinguisher",Essentials,Shampoo,"Lock on bedroom door",Hangers,"Private living room"}	NaN	100.0	NaN	NaN	NaN	NaN	1	0.0	1	28
8707	43834997	The Chic suite on 16th st NW 1BD~1BA	Columbia Heights	Kalorama Heights, Adams Morgan, Lanier Heights	20009	Apartment	Entire home/apt	3	1.0	1.0	2.0	{TV,Wifi,"Air conditioning",Kitchen,Gym,Heating,"Suitable for events",Washer,Dryer,"Smoke alarm","First aid kit",Essentials,Shampoo,Hangers,"Hair dryer",Iron,"Laptop-friendly workspace","Hot water"}	NaN	70.0	NaN	NaN	NaN	100.0	1	0.0	1	365

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows